{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 新手教程—收益率计算"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "以下内容主要介绍收益率计算"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1 收益率计算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#导入需要的程序包\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "from jqdatasdk import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# auth('ID','Password')\n",
    "\n",
    "auth('13811550483','security421S')\n",
    "pd.set_option('display.max_rows', 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>000998.XSHE</th>\n",
       "      <th>002041.XSHE</th>\n",
       "      <th>002772.XSHE</th>\n",
       "      <th>300087.XSHE</th>\n",
       "      <th>300189.XSHE</th>\n",
       "      <th>300511.XSHE</th>\n",
       "      <th>600108.XSHG</th>\n",
       "      <th>600313.XSHG</th>\n",
       "      <th>600354.XSHG</th>\n",
       "      <th>600359.XSHG</th>\n",
       "      <th>600371.XSHG</th>\n",
       "      <th>600506.XSHG</th>\n",
       "      <th>600540.XSHG</th>\n",
       "      <th>600598.XSHG</th>\n",
       "      <th>600672.XSHG</th>\n",
       "      <th>600762.XSHG</th>\n",
       "      <th>601118.XSHG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-01-05</th>\n",
       "      <td>19.07</td>\n",
       "      <td>12.71</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.94</td>\n",
       "      <td>2.71</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.51</td>\n",
       "      <td>4.50</td>\n",
       "      <td>8.81</td>\n",
       "      <td>10.92</td>\n",
       "      <td>10.13</td>\n",
       "      <td>11.33</td>\n",
       "      <td>6.28</td>\n",
       "      <td>9.02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-06</th>\n",
       "      <td>19.45</td>\n",
       "      <td>12.92</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.07</td>\n",
       "      <td>2.78</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.75</td>\n",
       "      <td>4.62</td>\n",
       "      <td>8.75</td>\n",
       "      <td>11.08</td>\n",
       "      <td>10.28</td>\n",
       "      <td>11.62</td>\n",
       "      <td>6.39</td>\n",
       "      <td>9.31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-07</th>\n",
       "      <td>19.30</td>\n",
       "      <td>12.85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.03</td>\n",
       "      <td>2.76</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.98</td>\n",
       "      <td>4.70</td>\n",
       "      <td>8.85</td>\n",
       "      <td>11.07</td>\n",
       "      <td>10.27</td>\n",
       "      <td>11.54</td>\n",
       "      <td>6.37</td>\n",
       "      <td>9.34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-08</th>\n",
       "      <td>19.83</td>\n",
       "      <td>13.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.12</td>\n",
       "      <td>2.77</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.77</td>\n",
       "      <td>4.74</td>\n",
       "      <td>8.89</td>\n",
       "      <td>11.12</td>\n",
       "      <td>10.33</td>\n",
       "      <td>11.81</td>\n",
       "      <td>6.39</td>\n",
       "      <td>9.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-09</th>\n",
       "      <td>19.47</td>\n",
       "      <td>12.87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.01</td>\n",
       "      <td>2.72</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.41</td>\n",
       "      <td>4.59</td>\n",
       "      <td>8.60</td>\n",
       "      <td>10.80</td>\n",
       "      <td>10.05</td>\n",
       "      <td>11.73</td>\n",
       "      <td>6.30</td>\n",
       "      <td>9.24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.59</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            000998.XSHE  002041.XSHE  002772.XSHE  300087.XSHE  300189.XSHE  \\\n",
       "2015-01-05        19.07        12.71          NaN         3.94         2.71   \n",
       "2015-01-06        19.45        12.92          NaN         4.07         2.78   \n",
       "2015-01-07        19.30        12.85          NaN         4.03         2.76   \n",
       "2015-01-08        19.83        13.03          NaN         4.12         2.77   \n",
       "2015-01-09        19.47        12.87          NaN         4.01         2.72   \n",
       "\n",
       "            300511.XSHE  600108.XSHG  600313.XSHG  600354.XSHG  600359.XSHG  \\\n",
       "2015-01-05          NaN         9.51         4.50         8.81        10.92   \n",
       "2015-01-06          NaN         9.75         4.62         8.75        11.08   \n",
       "2015-01-07          NaN         9.98         4.70         8.85        11.07   \n",
       "2015-01-08          NaN         9.77         4.74         8.89        11.12   \n",
       "2015-01-09          NaN         9.41         4.59         8.60        10.80   \n",
       "\n",
       "            600371.XSHG  600506.XSHG  600540.XSHG  600598.XSHG  600672.XSHG  \\\n",
       "2015-01-05        10.13        11.33         6.28         9.02          NaN   \n",
       "2015-01-06        10.28        11.62         6.39         9.31          NaN   \n",
       "2015-01-07        10.27        11.54         6.37         9.34          NaN   \n",
       "2015-01-08        10.33        11.81         6.39         9.36          NaN   \n",
       "2015-01-09        10.05        11.73         6.30         9.24          NaN   \n",
       "\n",
       "            600762.XSHG  601118.XSHG  \n",
       "2015-01-05          NaN         8.86  \n",
       "2015-01-06          NaN         9.13  \n",
       "2015-01-07          NaN         9.01  \n",
       "2015-01-08          NaN         8.83  \n",
       "2015-01-09          NaN         8.59  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#df = get_price(get_industry_stocks('A01'), start_date='2018-01-01', fields=('close',))['close']\n",
    "\n",
    "df = get_price(get_industry_stocks('A01'), fields=('close',))['close']\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>000998.XSHE</th>\n",
       "      <th>002041.XSHE</th>\n",
       "      <th>002772.XSHE</th>\n",
       "      <th>300087.XSHE</th>\n",
       "      <th>300189.XSHE</th>\n",
       "      <th>300511.XSHE</th>\n",
       "      <th>600108.XSHG</th>\n",
       "      <th>600313.XSHG</th>\n",
       "      <th>600354.XSHG</th>\n",
       "      <th>600359.XSHG</th>\n",
       "      <th>600371.XSHG</th>\n",
       "      <th>600506.XSHG</th>\n",
       "      <th>600540.XSHG</th>\n",
       "      <th>600598.XSHG</th>\n",
       "      <th>600672.XSHG</th>\n",
       "      <th>600762.XSHG</th>\n",
       "      <th>601118.XSHG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-01-05</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-06</th>\n",
       "      <td>0.019927</td>\n",
       "      <td>0.016522</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.032995</td>\n",
       "      <td>0.025830</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.025237</td>\n",
       "      <td>0.026667</td>\n",
       "      <td>-0.006810</td>\n",
       "      <td>0.014652</td>\n",
       "      <td>0.014808</td>\n",
       "      <td>0.025596</td>\n",
       "      <td>0.017516</td>\n",
       "      <td>0.032151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.030474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-07</th>\n",
       "      <td>-0.007712</td>\n",
       "      <td>-0.005418</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.009828</td>\n",
       "      <td>-0.007194</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.023590</td>\n",
       "      <td>0.017316</td>\n",
       "      <td>0.011429</td>\n",
       "      <td>-0.000903</td>\n",
       "      <td>-0.000973</td>\n",
       "      <td>-0.006885</td>\n",
       "      <td>-0.003130</td>\n",
       "      <td>0.003222</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.013143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-08</th>\n",
       "      <td>0.027461</td>\n",
       "      <td>0.014008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.022333</td>\n",
       "      <td>0.003623</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.021042</td>\n",
       "      <td>0.008511</td>\n",
       "      <td>0.004520</td>\n",
       "      <td>0.004517</td>\n",
       "      <td>0.005842</td>\n",
       "      <td>0.023397</td>\n",
       "      <td>0.003140</td>\n",
       "      <td>0.002141</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.019978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-09</th>\n",
       "      <td>-0.018154</td>\n",
       "      <td>-0.012279</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.026699</td>\n",
       "      <td>-0.018051</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.036847</td>\n",
       "      <td>-0.031646</td>\n",
       "      <td>-0.032621</td>\n",
       "      <td>-0.028777</td>\n",
       "      <td>-0.027106</td>\n",
       "      <td>-0.006774</td>\n",
       "      <td>-0.014085</td>\n",
       "      <td>-0.012821</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.027180</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            000998.XSHE  002041.XSHE  002772.XSHE  300087.XSHE  300189.XSHE  \\\n",
       "2015-01-05          NaN          NaN          NaN          NaN          NaN   \n",
       "2015-01-06     0.019927     0.016522          NaN     0.032995     0.025830   \n",
       "2015-01-07    -0.007712    -0.005418          NaN    -0.009828    -0.007194   \n",
       "2015-01-08     0.027461     0.014008          NaN     0.022333     0.003623   \n",
       "2015-01-09    -0.018154    -0.012279          NaN    -0.026699    -0.018051   \n",
       "\n",
       "            300511.XSHE  600108.XSHG  600313.XSHG  600354.XSHG  600359.XSHG  \\\n",
       "2015-01-05          NaN          NaN          NaN          NaN          NaN   \n",
       "2015-01-06          NaN     0.025237     0.026667    -0.006810     0.014652   \n",
       "2015-01-07          NaN     0.023590     0.017316     0.011429    -0.000903   \n",
       "2015-01-08          NaN    -0.021042     0.008511     0.004520     0.004517   \n",
       "2015-01-09          NaN    -0.036847    -0.031646    -0.032621    -0.028777   \n",
       "\n",
       "            600371.XSHG  600506.XSHG  600540.XSHG  600598.XSHG  600672.XSHG  \\\n",
       "2015-01-05          NaN          NaN          NaN          NaN          NaN   \n",
       "2015-01-06     0.014808     0.025596     0.017516     0.032151          NaN   \n",
       "2015-01-07    -0.000973    -0.006885    -0.003130     0.003222          NaN   \n",
       "2015-01-08     0.005842     0.023397     0.003140     0.002141          NaN   \n",
       "2015-01-09    -0.027106    -0.006774    -0.014085    -0.012821          NaN   \n",
       "\n",
       "            600762.XSHG  601118.XSHG  \n",
       "2015-01-05          NaN          NaN  \n",
       "2015-01-06          NaN     0.030474  \n",
       "2015-01-07          NaN    -0.013143  \n",
       "2015-01-08          NaN    -0.019978  \n",
       "2015-01-09          NaN    -0.027180  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rets = df/df.shift(1) - 1#shift起平移作用\n",
    "rets.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>000998.XSHE</th>\n",
       "      <th>002041.XSHE</th>\n",
       "      <th>002772.XSHE</th>\n",
       "      <th>300087.XSHE</th>\n",
       "      <th>300189.XSHE</th>\n",
       "      <th>300511.XSHE</th>\n",
       "      <th>600108.XSHG</th>\n",
       "      <th>600313.XSHG</th>\n",
       "      <th>600354.XSHG</th>\n",
       "      <th>600359.XSHG</th>\n",
       "      <th>600371.XSHG</th>\n",
       "      <th>600506.XSHG</th>\n",
       "      <th>600540.XSHG</th>\n",
       "      <th>600598.XSHG</th>\n",
       "      <th>600672.XSHG</th>\n",
       "      <th>600762.XSHG</th>\n",
       "      <th>601118.XSHG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [000998.XSHE, 002041.XSHE, 002772.XSHE, 300087.XSHE, 300189.XSHE, 300511.XSHE, 600108.XSHG, 600313.XSHG, 600354.XSHG, 600359.XSHG, 600371.XSHG, 600506.XSHG, 600540.XSHG, 600598.XSHG, 600672.XSHG, 600762.XSHG, 601118.XSHG]\n",
       "Index: []"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns = df.pct_change().dropna()\n",
    "returns.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pandas.ols在0.20已被移除\n",
    "## 2 移动窗口回归\n",
    "# 使用普通最小二乘法(OLS)拟合曲线，得到回归系数及各类参数\n",
    "# y = returns['300087.XSHE']\n",
    "# x = returns.ix[:, ['300189.XSHE']]\n",
    "# model = pd.ols(y=y, x=x)\n",
    "# model\n",
    "# model = pd.ols(y=y, x=x, window=5)\n",
    "# model.beta.info()\n",
    "# model.beta['300189.XSHE'].plot()\n",
    "# 画出移动平均线、指数平滑移动平均线进行分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1a0fea8d688>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = get_price(get_industry_stocks('A01'), fields=('close',))['close']\n",
    "plt.figure(figsize=[18,5])\n",
    "df['000998.XSHE'].plot()\n",
    "#pd.Series.rolling((df['000998.XSHE'],20).mean()).plot(label='20 day moving average')\n",
    "#pd.Series.rolling((df['000998.XSHE'],5).mean()).plot(label='5 day moving average')\n",
    "df['000998.XSHE'].rolling(window=20).mean().plot(label='20 day moving average')\n",
    "df['000998.XSHE'].rolling(window=5).mean().plot(label='5 day moving average')\n",
    "plt.legend(loc='best')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2203733c6d8>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = get_price(get_industry_stocks('A01'), fields=('close',))['close']\n",
    "plt.figure(figsize=[18,5])\n",
    "df['000998.XSHE'].plot()\n",
    "#pd.Series.rolling(df['000998.XSHE'],20).plot(label='5 day moving average')\n",
    "df['000998.XSHE'].rolling(window=5).mean().plot(label='5 day moving average')\n",
    "#pd.ewma(df['000998.XSHE'],5).plot(label='5 day exponential moving average')\n",
    "df['000998.XSHE'].ewm(span=5).mean().plot(label='5 day exponential moving average')\n",
    "plt.legend(loc='best')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x220379fae80>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = get_price(get_industry_stocks('A01'), fields=('close',))['close']\n",
    "plt.figure(figsize=[18,5])\n",
    "df['000998.XSHE'].plot()\n",
    "#pd.DataFrame.ewm(df['000998.XSHE'],20).plot(label='20 day exponential moving average')\n",
    "#pd.DataFrame.ewm(df['000998.XSHE'],5).plot(label='5 day exponential moving average')\n",
    "df['000998.XSHE'].ewm(span=20).mean().plot(label='20 day exponential moving average')\n",
    "df['000998.XSHE'].ewm(span=5).mean().plot(label='5 day exponential moving average')\n",
    "plt.legend(loc='best')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
